Face Generation

In this project, you'll define and train a Generative Adverserial network of your own creation on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from defining new architectures training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset has higher resolution images than datasets you have previously worked with (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed-celeba-small/.

In [1]:
# run this once to unzip the file
!unzip processed-celeba-small.zip

Archive:  processed-celeba-small.zip
   creating: processed_celeba_small/
  inflating: processed_celeba_small/.DS_Store  
   creating: __MACOSX/
   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
  inflating: processed_celeba_small/celeba/.DS_Store  
   creating: __MACOSX/processed_celeba_small/celeba/
  inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store  
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In [248]:
from glob import glob
from typing import Tuple, Callable, Dict

import matplotlib.pyplot as plt
import numpy as np
import torch
import fnmatch as fnmatch
import os as os
from PIL import Image
from torch.utils.data import DataLoader, Dataset
from torchvision.transforms import Compose, Resize, ToTensor, Normalize
from torchvision.io import read_image
import random
import tests
In [249]:
data_dir = 'processed_celeba_small/celeba/'

Data pipeline

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA dataset and contains roughly 30,000 images.

Your first task consists in building the dataloader. To do so, you need to do the following:

  • implement the get_transforms function
  • create a custom Dataset class that reads the CelebA data

Exercise: implement the get_transforms function

The get_transforms function should output a torchvision.transforms.Compose of different transformations. You have two constraints:

  • the function takes a tuple of size as input and should resize the images to the input size
  • the output images should have values ranging from -1 to 1
In [250]:
def get_transforms(size: Tuple[int, int]) -> Callable:
    """ Transforms to apply to the image."""
    # TODO: edit this function by appening transforms to the below list
    transforms = [Resize(size), ToTensor(), Normalize(mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5])]
    
    return Compose(transforms)

Exercise: implement the DatasetDirectory class

The DatasetDirectory class is a torch Dataset that reads from the above data directory. The __getitem__ method should output a transformed tensor and the __len__ method should output the number of files in our dataset. You can look at this custom dataset for ideas.

In [251]:
class DatasetDirectory(Dataset):
    """
    A custom dataset class that loads images from folder.
    args:
    - directory: location of the images
    - transform: transform function to apply to the images
    - extension: file format
    """
    def __init__(self, 
                 directory: str, 
                 transforms: Callable = None, 
                 extension: str = '.jpg'):
        # TODO: implement the init method
        self.img_dir = directory
        self.transforms = transforms
        self.extension = extension

    def __len__(self) -> int:
        """ returns the number of items in the dataset """
        # TODO: return the number of elements in the dataset
        return len(fnmatch.filter(os.listdir(self.img_dir),"*"+self.extension))

    def __getitem__(self, index: int) -> torch.Tensor:
        """ load an image and apply transformation """
        # TODO: return the index-element of the dataset
        img_path = self.img_dir+str(index)+self.extension
        if os.path.exists(img_path):
            img_path = img_path
        else:
            search = 1
            while search:
                index = random.randint(161979, 202600)                
                img_path = self.img_dir+str(index)+self.extension
                if os.path.exists(img_path):
                    search = 0                
        image = Image.open(img_path).convert('RGB')
        if self.transforms:
            image = self.transforms(image)
        return image
In [252]:
"""
DO NOT MODIFY ANYTHING IN THIS CELL
"""
# run this cell to verify your dataset implementation
dataset = DatasetDirectory(data_dir, get_transforms((64, 64)))
tests.check_dataset_outputs(dataset)

Congrats, your dataset implementation passed all the tests

The functions below will help you visualize images from the dataset.

In [253]:
"""
DO NOT MODIFY ANYTHING IN THIS CELL
"""

def denormalize(images):
    """Transform images from [-1.0, 1.0] to [0, 255] and cast them to uint8."""
    return ((images + 1.) / 2. * 255).astype(np.uint8)

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, int(plot_size/2), idx+1, xticks=[], yticks=[])
    img = dataset[idx].numpy()
    img = np.transpose(img, (1, 2, 0))
    img = denormalize(img)
    ax.imshow(img)

Model implementation

As you know, a GAN is comprised of two adversarial networks, a discriminator and a generator. Now that we have a working data pipeline, we need to implement the discriminator and the generator.

Feel free to implement any additional class or function.

Exercise: Create the discriminator

The discriminator's job is to score real and fake images. You have two constraints here:

  • the discriminator takes as input a batch of 64x64x3 images
  • the output should be a single value (=score)

Feel free to get inspiration from the different architectures we talked about in the course, such as DCGAN, WGAN-GP or DRAGAN.

Some tips

  • To scale down from the input image, you can either use Conv2d layers with the correct hyperparameters or Pooling layers.
  • If you plan on using gradient penalty, do not use Batch Normalization layers in the discriminator.
In [254]:
from torch.nn import Module
import torch as torch

class ConvBlock(Module):
    """
    A convolutional block is made of 3 layers: Conv -> BatchNorm -> Activation.
    args:
    - in_channels: number of channels in the input to the conv layer
    - out_channels: number of filters in the conv layer
    - kernel_size: filter dimension of the conv layer
    - batch_norm: whether to use batch norm or not
    """
    def __init__(self, in_channels: int, out_channels: int, kernel_size: int, batch_norm: bool = True):
        super(ConvBlock, self).__init__()
        ####
        self.conv = torch.nn.Conv2d(in_channels, out_channels, kernel_size, stride=2, padding=1, bias=False)
        self.batch_norm = batch_norm
        if self.batch_norm:
            self.bn = torch.nn.BatchNorm2d(out_channels)
        self.activation = torch.nn.LeakyReLU(0.2)
        ####
        
    def forward(self, x: torch.Tensor) -> torch.Tensor:
        ####
        x = self.conv(x)
        if self.batch_norm:
            x = self.bn(x)
        x = self.activation(x)
        ####
        return x
In [255]:
class Discriminator(Module):
    def __init__(self, conv_dim=64):
        super(Discriminator, self).__init__()
        self.conv_dim = conv_dim
        self.conv1 = ConvBlock(3, self.conv_dim, 4, batch_norm=False)
        self.conv2 = ConvBlock(self.conv_dim, self.conv_dim*2, 4)
        self.conv3 = ConvBlock(self.conv_dim*2, self.conv_dim*4, 4)
        self.flatten = torch.nn.Flatten()
        self.fc = torch.nn.Linear(self.conv_dim*4*8*8, 1)
        
    def forward(self, x):
        ####
        x = self.conv1(x)
        x = self.conv2(x)
        x = self.conv3(x)
        x = self.flatten(x)
        x = self.fc(x)
        x = x.view(-1, 1, 1, 1)
        print(x.shape)
        ####      
        return x
In [256]:
"""
DO NOT MODIFY ANYTHING IN THIS CELL
"""
# run this cell to check your discriminator implementation
discriminator = Discriminator()
tests.check_discriminator(discriminator)

torch.Size([1, 1, 1, 1])
Congrats, your discriminator implementation passed all the tests

Exercise: create the generator

The generator's job creates the "fake images" and learns the dataset distribution. You have three constraints here:

  • the generator takes as input a vector of dimension [batch_size, latent_dimension, 1, 1]
  • the generator must outputs 64x64x3 images

Feel free to get inspiration from the different architectures we talked about in the course, such as DCGAN, WGAN-GP or DRAGAN.

Some tips:

  • to scale up from the latent vector input, you can use ConvTranspose2d layers
  • as often with Gan, Batch Normalization helps with training
In [257]:
class DeconvBlock(torch.nn.Module):
    """
    A "de-convolutional" block is made of 3 layers: ConvTranspose -> BatchNorm -> Activation.
    args:
    - in_channels: number of channels in the input to the conv layer
    - out_channels: number of filters in the conv layer
    - kernel_size: filter dimension of the conv layer
    - stride: stride of the conv layer
    - padding: padding of the conv layer
    - batch_norm: whether to use batch norm or not
    """
    def __init__(self, 
                 in_channels: int, 
                 out_channels: int, 
                 kernel_size: int, 
                 stride: int,
                 padding: int,
                 batch_norm: bool = True):
        ####
        super(DeconvBlock, self).__init__()
        self.deconv = torch.nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride, padding, bias=False)
        self.batch_norm = batch_norm
        if self.batch_norm:
            self.bn = torch.nn.BatchNorm2d(out_channels)
        self.activation = torch.nn.ReLU()
        ####
        
    def forward(self, x: torch.Tensor) -> torch.Tensor:
        ####
        x = self.deconv(x)
        x = self.bn(x)
        x = self.activation(x)
        ####
        return x

class Generator(Module):
    def __init__(self, latent_dim: int, conv_dim=32):
        super(Generator, self).__init__()
        self.deconv1 = DeconvBlock(latent_dim, conv_dim*8, 4, 1, 0)
        self.deconv2 = DeconvBlock(conv_dim*8, conv_dim*4, 4, 2, 1)
        self.deconv3 = DeconvBlock(conv_dim*4, conv_dim*2, 4, 2, 1)
        self.deconv4 = DeconvBlock(conv_dim*2, conv_dim, 4, 2, 1)
        self.deconv5 = torch.nn.ConvTranspose2d(conv_dim, 3, 4, stride=2, padding=1)
        self.last_activation = torch.nn.Tanh()

    def forward(self, x: torch.Tensor) -> torch.Tensor:
        x = self.deconv1(x)
        x = self.deconv2(x)
        x = self.deconv3(x)
        x = self.deconv4(x)
        x = self.deconv5(x)        
        x = self.last_activation(x)
        return x
In [258]:
"""
DO NOT MODIFY ANYTHING IN THIS CELL
"""
# run this cell to verify your generator implementation
latent_dim = 128
generator = Generator(latent_dim)
tests.check_generator(generator, latent_dim)

Congrats, your generator implementation passed all the tests

Optimizer

In the following section, we create the optimizers for the generator and discriminator. You may want to experiment with different optimizers, learning rates and other hyperparameters as they tend to impact the output quality.

Exercise: implement the optimizers

In [297]:
import torch.optim as optim


def create_optimizers(generator: Module, discriminator: Module):
    """ This function should return the optimizers of the generator and the discriminator """
    # TODO: implement the generator and discriminator optimizers
    lr = 0.0002
    beta1=0.5
    beta2=0.999
    g_optimizer = optim.Adam(generator.parameters(), lr, [beta1, beta2])
    d_optimizer = optim.Adam(discriminator.parameters(), lr, [beta1, beta2])
    return g_optimizer, d_optimizer

Losses implementation

In this section, we are going to implement the loss function for the generator and the discriminator. You can and should experiment with different loss function.

Some tips:

  • You can choose the commonly used the binary cross entropy loss or select other losses we have discovered in the course, such as the Wasserstein distance.
  • You may want to implement a gradient penalty function as discussed in the course. It is not required and the code will work whether you implement it or not.

Exercise: implement the generator loss

The generator's goal is to get the discriminator to think its generated images (= "fake" images) are real.

In [298]:
def generator_loss(fake_logits):
    """ Generator loss, takes the fake scores as inputs. """
    # TODO: implement the generator loss
    N = fake_logits.shape[0]
    neg_abs = - fake_logits.abs()
    loss = fake_logits.clamp(min=0) - fake_logits * torch.ones(N).type(torch.cuda.FloatTensor) + (1 + neg_abs.exp()).log()
    return loss.mean()

Exercise: implement the discriminator loss

We want the discriminator to give high scores to real images and low scores to fake ones and the discriminator loss should reflect that.

In [299]:
def discriminator_loss(real_logits, fake_logits):
    """ Discriminator loss, takes the fake and real logits as inputs. """
    # TODO: implement the discriminator loss
    dtype = torch.cuda.FloatTensor
    
    N = real_logits.shape[0]
    neg_abs = - real_logits.abs()
    real_loss = real_logits.clamp(min=0) - real_logits * torch.ones(N).type(dtype) + (1 + neg_abs.exp()).log()

    N = fake_logits.shape[0]
    neg_abs = - fake_logits.abs()
    fake_loss = fake_logits.clamp(min=0) - fake_logits * torch.zeros(N).type(dtype) + (1 + neg_abs.exp()).log()
    
    loss = real_loss + fake_loss
    return loss.mean()

Exercise (Optional): Implement the gradient Penalty

In the course, we discussed the importance of gradient penalty in training certain types of Gans. Implementing this function is not required and depends on some of the design decision you made (discriminator architecture, loss functions).

In [300]:
def gradient_penalty(discriminator, real_samples, fake_samples):
    """ This function enforces """
    gp = 0
    # TODO (Optional): implement the gradient penalty
    return gp

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

  • You should train the discriminator by alternating on real and fake images
  • Then the generator, which tries to trick the discriminator and should have an opposing loss function

Exercise: implement the generator step and the discriminator step functions

Each function should do the following:

  • calculate the loss
  • backpropagate the gradient
  • perform one optimizer step
In [301]:
def generator_step(batch_size: int, fixed_latent_vector) -> Dict:
    """ One training step of the generator. """
    # TODO: implement the generator step (foward pass, loss calculation and backward pass)
    z = fixed_latent_vector
    fake_images = generator(z)
    D_fake = discriminator(fake_images)
    g_loss = generator_loss(D_fake)
    g_loss.backward()
    g_optimizer.step()    
    return {'loss': g_loss}

def discriminator_step(batch_size: int, fixed_latent_vector, real_images: torch.Tensor) -> Dict:
    """ One training step of the discriminator. """
    # TODO: implement the discriminator step (foward pass, loss calculation and backward pass)
    z = fixed_latent_vector
    fake_images = generator(z)
    D_fake = discriminator(fake_images)
    D_real = discriminator(real_images)
    d_loss = discriminator_loss(D_real, D_fake)
    gp = 0
    d_loss.backward()
    d_optimizer.step()    
    return {'loss': d_loss, 'gp': gp}

Main training loop

You don't have to implement anything here but you can experiment with different hyperparameters.

In [302]:
from datetime import datetime
In [303]:
# you can experiment with different dimensions of latent spaces
latent_dim = 128

# update to cpu if you do not have access to a gpu
device = 'cuda'

# number of epochs to train your model
n_epochs = 3

# number of images in each batch
batch_size = 64
In [304]:
"""
DO NOT MODIFY ANYTHING IN THIS CELL
"""
print_every = 50

# Create optimizers for the discriminator D and generator G
generator = Generator(latent_dim).to(device)
discriminator = Discriminator().to(device)
g_optimizer, d_optimizer = create_optimizers(generator, discriminator)

dataloader = DataLoader(dataset, 
                        batch_size=64, 
                        shuffle=True, 
                        num_workers=4, 
                        drop_last=True,
                        pin_memory=False)
In [305]:
"""
DO NOT MODIFY ANYTHING IN THIS CELL
"""

def display(fixed_latent_vector: torch.Tensor):
    """ helper function to display images during training """
    fig = plt.figure(figsize=(14, 4))
    plot_size = 16
    for idx in np.arange(plot_size):
        ax = fig.add_subplot(2, int(plot_size/2), idx+1, xticks=[], yticks=[])
        img = fixed_latent_vector[idx, ...].detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = denormalize(img)
        ax.imshow(img)
    plt.show()

Exercise: implement the training strategy

You should experiment with different training strategies. For example:

  • train the generator more often than the discriminator.
  • added noise to the input image
  • use label smoothing

Implement with your training strategy below.

In [306]:
fixed_latent_vector = torch.randn(64, latent_dim, 1, 1).float().cuda()

losses = []
for epoch in range(n_epochs):
    for batch_i, real_images in enumerate(dataloader):
        real_images = real_images.to(device)
        batch_size = real_images.size(0)
        
        ####################################
        
        # TODO: implement the training strategy
        
        d_optimizer.zero_grad()
        d_loss = discriminator_step(batch_size, fixed_latent_vector, real_images)
        g_optimizer.zero_grad()
        g_loss = generator_step(batch_size, fixed_latent_vector)
        
        ####################################
        
        if batch_i % print_every == 0:
            # append discriminator loss and generator loss
            d = d_loss['loss'].item()
            g = g_loss['loss'].item()
            losses.append((d, g))
            # print discriminator and generator loss
            time = str(datetime.now()).split('.')[0]
            print(f'{time} | Epoch [{epoch+1}/{n_epochs}] | Batch {batch_i}/{len(dataloader)} | d_loss: {d:.4f} | g_loss: {g:.4f}')
    
    # display images during training
    generator.eval()
    generated_images = generator(fixed_latent_vector)
    display(generated_images)
    generator.train()

torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:03 | Epoch [1/3] | Batch 0/509 | d_loss: 1.4750 | g_loss: 1.8992
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:08 | Epoch [1/3] | Batch 50/509 | d_loss: 0.0510 | g_loss: 5.4116
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:13 | Epoch [1/3] | Batch 100/509 | d_loss: 0.8874 | g_loss: 3.0503
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:18 | Epoch [1/3] | Batch 150/509 | d_loss: 1.0341 | g_loss: 16.5317
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:23 | Epoch [1/3] | Batch 200/509 | d_loss: 0.5001 | g_loss: 5.9234
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:28 | Epoch [1/3] | Batch 250/509 | d_loss: 0.5141 | g_loss: 3.4417
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:32 | Epoch [1/3] | Batch 300/509 | d_loss: 0.4845 | g_loss: 1.5883
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:37 | Epoch [1/3] | Batch 350/509 | d_loss: 0.6403 | g_loss: 1.1323
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:42 | Epoch [1/3] | Batch 400/509 | d_loss: 0.8338 | g_loss: 1.0330
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:47 | Epoch [1/3] | Batch 450/509 | d_loss: 1.5164 | g_loss: 3.9215
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:52 | Epoch [1/3] | Batch 500/509 | d_loss: 1.0655 | g_loss: 0.7347
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])

torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:40:57 | Epoch [2/3] | Batch 0/509 | d_loss: 0.7520 | g_loss: 1.1621
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:02 | Epoch [2/3] | Batch 50/509 | d_loss: 1.0078 | g_loss: 0.7468
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:07 | Epoch [2/3] | Batch 100/509 | d_loss: 1.0864 | g_loss: 2.0870
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:13 | Epoch [2/3] | Batch 150/509 | d_loss: 0.7962 | g_loss: 1.6521
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:17 | Epoch [2/3] | Batch 200/509 | d_loss: 0.9940 | g_loss: 0.6969
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:22 | Epoch [2/3] | Batch 250/509 | d_loss: 1.7661 | g_loss: 3.1544
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:27 | Epoch [2/3] | Batch 300/509 | d_loss: 1.1325 | g_loss: 2.9785
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:32 | Epoch [2/3] | Batch 350/509 | d_loss: 1.7909 | g_loss: 0.4322
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:37 | Epoch [2/3] | Batch 400/509 | d_loss: 0.9082 | g_loss: 1.5937
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:42 | Epoch [2/3] | Batch 450/509 | d_loss: 0.8903 | g_loss: 1.1926
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:47 | Epoch [2/3] | Batch 500/509 | d_loss: 1.0444 | g_loss: 1.4568
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])

torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:52 | Epoch [3/3] | Batch 0/509 | d_loss: 1.3514 | g_loss: 2.0823
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:41:57 | Epoch [3/3] | Batch 50/509 | d_loss: 1.1330 | g_loss: 0.7785
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:42:01 | Epoch [3/3] | Batch 100/509 | d_loss: 1.1437 | g_loss: 1.9869
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:42:06 | Epoch [3/3] | Batch 150/509 | d_loss: 1.0408 | g_loss: 1.0609
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:42:11 | Epoch [3/3] | Batch 200/509 | d_loss: 1.1406 | g_loss: 0.7994
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:42:16 | Epoch [3/3] | Batch 250/509 | d_loss: 0.9545 | g_loss: 1.1835
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:42:21 | Epoch [3/3] | Batch 300/509 | d_loss: 1.0722 | g_loss: 0.6366
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:42:26 | Epoch [3/3] | Batch 350/509 | d_loss: 1.2405 | g_loss: 0.6945
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
2023-10-28 13:42:31 | Epoch [3/3] | Batch 400/509 | d_loss: 1.1881 | g_loss: 1.5879
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
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torch.Size([64, 1, 1, 1])
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torch.Size([64, 1, 1, 1])
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torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
torch.Size([64, 1, 1, 1])
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2023-10-28 13:42:36 | Epoch [3/3] | Batch 450/509 | d_loss: 1.3000 | g_loss: 2.6765
torch.Size([64, 1, 1, 1])
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2023-10-28 13:42:40 | Epoch [3/3] | Batch 500/509 | d_loss: 1.1650 | g_loss: 0.7635
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Training losses

Plot the training losses for the generator and discriminator.

In [307]:
"""
DO NOT MODIFY ANYTHING IN THIS CELL
"""
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
Out[307]:
<matplotlib.legend.Legend at 0x7f79de7c86d0>

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

  • The dataset is biased; it is made of "celebrity" faces that are mostly white
  • Model size; larger models have the opportunity to learn more features in a data feature space
  • Optimization strategy; optimizers and number of epochs affect your final result
  • Loss functions

Answer: (The generated images are clearly images of human faces, but the features are not well-defined. Use the Wasserstein loss function to transmit a more usefu)

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb".

Submit the notebook using the SUBMIT button in the bottom right corner of the Project Workspace.

In [ ]: